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Create app.py
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app.py
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import gradio as gr
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from huggingface_hub import InferenceClient
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import os # For environment variables
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# Initialize the Hugging Face Inference Client
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client = InferenceClient()
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# Functions for solving problems, generating hints, and more
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def solve_math_problem(problem, difficulty):
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prompt = os.getenv("PROMPT_SOLVE").format(problem=problem, difficulty=difficulty)
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response = client.chat.completions.create(
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model="Qwen/QwQ-32B-Preview",
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messages=[{"role": "user", "content": prompt}],
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temperature=0.7,
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max_tokens=1024,
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top_p=0.8
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)
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return response.choices[0].message["content"]
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def generate_hint(problem, difficulty):
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prompt = os.getenv("PROMPT_HINT").format(problem=problem, difficulty=difficulty)
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response = client.chat.completions.create(
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model="Qwen/QwQ-32B-Preview",
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messages=[{"role": "user", "content": prompt}],
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temperature=0.7,
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max_tokens=512,
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top_p=0.8
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)
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return response.choices[0].message["content"]
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def verify_solution(problem, solution):
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prompt = os.getenv("PROMPT_VERIFY").format(problem=problem, solution=solution)
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response = client.chat.completions.create(
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model="Qwen/QwQ-32B-Preview",
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messages=[{"role": "user", "content": prompt}],
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temperature=0.7,
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max_tokens=512,
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top_p=0.8
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)
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return response.choices[0].message["content"]
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def generate_practice_question(topic, difficulty):
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prompt = os.getenv("PROMPT_GENERATE").format(topic=topic, difficulty=difficulty)
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response = client.chat.completions.create(
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model="Qwen/QwQ-32B-Preview",
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messages=[{"role": "user", "content": prompt}],
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temperature=0.7,
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max_tokens=512,
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top_p=0.8
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)
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return response.choices[0].message["content"]
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def explain_concept(problem, difficulty):
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prompt = os.getenv("PROMPT_EXPLAIN").format(problem=problem, difficulty=difficulty)
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response = client.chat.completions.create(
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model="Qwen/QwQ-32B-Preview",
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messages=[{"role": "user", "content": prompt}],
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temperature=0.7,
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max_tokens=512,
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top_p=0.8
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)
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return response.choices[0].message["content"]
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# Create Gradio interface
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with gr.Blocks() as app:
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gr.Markdown("## Mathematical Insight Tutor")
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gr.Markdown("An advanced AI-powered tutor to help you master math concepts.")
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with gr.Tab("Solve a Problem"):
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problem_input = gr.Textbox(label="Enter Math Problem", placeholder="e.g., Solve for x: 2x + 5 = 15")
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difficulty_level = gr.Dropdown(choices=["Beginner", "Intermediate", "Advanced"], label="Difficulty Level")
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solve_button = gr.Button("Solve")
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solution_output = gr.Markdown()
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solve_button.click(solve_math_problem, inputs=[problem_input, difficulty_level], outputs=solution_output)
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with gr.Tab("Generate a Hint"):
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hint_problem_input = gr.Textbox(label="Enter Math Problem for Hint", placeholder="e.g., Solve for x: 2x + 5 = 15")
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hint_difficulty = gr.Dropdown(choices=["Beginner", "Intermediate", "Advanced"], label="Difficulty Level")
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hint_button = gr.Button("Generate Hint")
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hint_output = gr.Markdown()
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hint_button.click(generate_hint, inputs=[hint_problem_input, hint_difficulty], outputs=hint_output)
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with gr.Tab("Verify Solution"):
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verify_problem_input = gr.Textbox(label="Enter Math Problem", placeholder="e.g., Solve for x: 2x + 5 = 15")
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solution_input = gr.Textbox(label="Enter Your Solution", placeholder="e.g., x = 5")
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verify_button = gr.Button("Verify Solution")
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verify_output = gr.Markdown()
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verify_button.click(verify_solution, inputs=[verify_problem_input, solution_input], outputs=verify_output)
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with gr.Tab("Generate Practice Question"):
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topic_input = gr.Textbox(label="Enter Math Topic", placeholder="e.g., Algebra, Calculus")
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practice_difficulty = gr.Dropdown(choices=["Beginner", "Intermediate", "Advanced"], label="Difficulty Level")
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generate_button = gr.Button("Generate Question")
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practice_output = gr.Markdown()
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generate_button.click(generate_practice_question, inputs=[topic_input, practice_difficulty], outputs=practice_output)
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with gr.Tab("Explain Concept"):
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explain_problem_input = gr.Textbox(label="Enter Math Problem", placeholder="e.g., Solve for x: 2x + 5 = 15")
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explain_difficulty = gr.Dropdown(choices=["Beginner", "Intermediate", "Advanced"], label="Difficulty Level")
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explain_button = gr.Button("Explain Concept")
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explain_output = gr.Markdown()
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explain_button.click(explain_concept, inputs=[explain_problem_input, explain_difficulty], outputs=explain_output)
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# Launch the app
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app.launch(debug=True)
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